Physionet Data Challenge 2019

Dataset statistics

Number of variables	44
Number of observations	20336
Missing cells	222441
Missing cells (%)	24.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.8 MiB
Average record size in memory	352.0 B

Variable types

Numeric	38
Unsupported	1
Categorical	5

Alerts

`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP`	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`PaCO2` is highly correlated with `HCO3`	High correlation
`BUN` is highly correlated with `Creatinine` and 1 other fields	High correlation
`Creatinine` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Phosphate` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Temp` has 235 (1.2%) missing values	Missing
`SBP` has 258 (1.3%) missing values	Missing
`DBP` has 7384 (36.3%) missing values	Missing
`EtCO2` has 20336 (100.0%) missing values	Missing
`BaseExcess` has 7684 (37.8%) missing values	Missing
`HCO3` has 535 (2.6%) missing values	Missing
`FiO2` has 8349 (41.1%) missing values	Missing
`pH` has 7155 (35.2%) missing values	Missing
`PaCO2` has 7759 (38.2%) missing values	Missing
`SaO2` has 12373 (60.8%) missing values	Missing
`AST` has 14443 (71.0%) missing values	Missing
`BUN` has 427 (2.1%) missing values	Missing
`Alkalinephos` has 14633 (72.0%) missing values	Missing
`Calcium` has 3789 (18.6%) missing values	Missing
`Chloride` has 542 (2.7%) missing values	Missing
`Creatinine` has 461 (2.3%) missing values	Missing
`Bilirubin_direct` has 19750 (97.1%) missing values	Missing
`Glucose` has 407 (2.0%) missing values	Missing
`Lactate` has 12603 (62.0%) missing values	Missing
`Magnesium` has 1388 (6.8%) missing values	Missing
`Phosphate` has 3650 (17.9%) missing values	Missing
`Potassium` has 433 (2.1%) missing values	Missing
`Bilirubin_total` has 14566 (71.6%) missing values	Missing
`TroponinI` has 19847 (97.6%) missing values	Missing
`Hct` has 364 (1.8%) missing values	Missing
`Hgb` has 507 (2.5%) missing values	Missing
`PTT` has 4496 (22.1%) missing values	Missing
`WBC` has 625 (3.1%) missing values	Missing
`Fibrinogen` has 17769 (87.4%) missing values	Missing
`Platelets` has 585 (2.9%) missing values	Missing
`Unit1` has 9522 (46.8%) missing values	Missing
`Unit2` has 9522 (46.8%) missing values	Missing
`O2Sat` is highly skewed (γ1 = -21.73522171)	Skewed
`PatientID` has unique values	Unique
`EtCO2` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`BaseExcess` has 3101 (15.2%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 10:22:38.280481
Analysis finished	2021-11-29 10:22:47.837749
Duration	9.56 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

UNIQUE

Distinct	20336
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10173.60651

Minimum	1
Maximum	20643
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1017.75
Q1	5084.75
median	10168.5
Q3	15252.25
95-th percentile	19320.25
Maximum	20643
Range	20642
Interquartile range (IQR)	10167.5

Descriptive statistics

Standard deviation	5879.461518
Coefficient of variation (CV)	0.5779132024
Kurtosis	-1.192915145
Mean	10173.60651
Median Absolute Deviation (MAD)	5084
Skewness	0.005160825078
Sum	206890462
Variance	34568067.75
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
13556	1	< 0.1%
13563	1	< 0.1%
13562	1	< 0.1%
13561	1	< 0.1%
13560	1	< 0.1%
13559	1	< 0.1%
13558	1	< 0.1%
13557	1	< 0.1%
13555	1	< 0.1%
Other values (20326)	20326	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
20643	1	< 0.1%
20642	1	< 0.1%
20641	1	< 0.1%
20640	1	< 0.1%
20639	1	< 0.1%
20638	1	< 0.1%
20637	1	< 0.1%
20636	1	< 0.1%
20635	1	< 0.1%
20634	1	< 0.1%

HR
Real number (ℝ_≥0)

Distinct	256
Distinct (%)	1.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	103.0772658

Minimum	37
Maximum	280
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	37
5-th percentile	75
Q1	90
median	102
Q3	115
95-th percentile	136
Maximum	280
Range	243
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	18.90264183
Coefficient of variation (CV)	0.1833832289
Kurtosis	0.9092734871
Mean	103.0772658
Median Absolute Deviation (MAD)	12
Skewness	0.5224319987
Sum	2096076.2
Variance	357.3098682
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88	485	2.4%
90	461	2.3%
97	429	2.1%
100	428	2.1%
96	424	2.1%
91	416	2.0%
95	406	2.0%
99	404	2.0%
93	402	2.0%
107	395	1.9%
Other values (246)	16085	79.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37	1	< 0.1%
45	1	< 0.1%
48	2	< 0.1%
50	1	< 0.1%
52	3	< 0.1%
53	2	< 0.1%
54	5	< 0.1%
55	5	< 0.1%
56	5	< 0.1%
56.5	1	< 0.1%

Value	Count	Frequency (%)
280	1	< 0.1%
223	1	< 0.1%
210	1	< 0.1%
201	1	< 0.1%
200	1	< 0.1%
199	1	< 0.1%
193	1	< 0.1%
192	2	< 0.1%
189	1	< 0.1%
188	1	< 0.1%

O2Sat
Real number (ℝ_≥0)

SKEWED

Distinct	35
Distinct (%)	0.2%
Missing	12
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	99.63535721

Minimum	27
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	27
5-th percentile	98
Q1	100
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	73
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.28680395
Coefficient of variation (CV)	0.0129151336
Kurtosis	925.7564832
Mean	99.63535721
Median Absolute Deviation (MAD)	0
Skewness	-21.73522171
Sum	2024989
Variance	1.655864405
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
100	16312	80.2%
99	2030	10.0%
98	1025	5.0%
97	414	2.0%
99.5	150	0.7%
96	143	0.7%
98.5	72	0.4%
95	48	0.2%
97.5	36	0.2%
94	21	0.1%
Other values (25)	73	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	< 0.1%
36	1	< 0.1%
65	2	< 0.1%
67	1	< 0.1%
71	3	< 0.1%
76	1	< 0.1%
79	2	< 0.1%
82	1	< 0.1%
83	2	< 0.1%
84	1	< 0.1%

Value	Count	Frequency (%)
100	16312	80.2%
99.5	150	0.7%
99	2030	10.0%
98.5	72	0.4%
98	1025	5.0%
97.5	36	0.2%
97	414	2.0%
96.5	17	0.1%
96	143	0.7%
95.5	8	< 0.1%

Temp
Real number (ℝ_≥0)

MISSING

Distinct	249
Distinct (%)	1.2%
Missing	235
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	37.60381872

Minimum	30.5
Maximum	42.22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	30.5
5-th percentile	36.56
Q1	37.11
median	37.56
Q3	38.05
95-th percentile	38.89
Maximum	42.22
Range	11.72
Interquartile range (IQR)	0.94

Descriptive statistics

Standard deviation	0.7304004107
Coefficient of variation (CV)	0.01942357015
Kurtosis	1.837707155
Mean	37.60381872
Median Absolute Deviation (MAD)	0.45
Skewness	0.2724133215
Sum	755874.36
Variance	0.53348476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.67	690	3.4%
37	690	3.4%
37.17	686	3.4%
38	665	3.3%
37.5	653	3.2%
37.44	627	3.1%
37.11	570	2.8%
37.33	561	2.8%
37.56	545	2.7%
36.89	538	2.6%
Other values (239)	13876	68.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.5	1	< 0.1%
32.6	1	< 0.1%
32.7	1	< 0.1%
33.44	1	< 0.1%
33.5	2	< 0.1%
33.6	2	< 0.1%
33.7	2	< 0.1%
34.25	1	< 0.1%
34.28	1	< 0.1%
34.44	4	< 0.1%

Value	Count	Frequency (%)
42.22	1	< 0.1%
41.6	1	< 0.1%
41.44	1	< 0.1%
41.22	1	< 0.1%
41.17	1	< 0.1%
41.11	2	< 0.1%
41	1	< 0.1%
40.83	2	< 0.1%
40.78	1	< 0.1%
40.61	1	< 0.1%

SBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	392
Distinct (%)	2.0%
Missing	258
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	147.9312805

Minimum	35
Maximum	281
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	35
5-th percentile	115.5
Q1	132
median	146
Q3	162
95-th percentile	188
Maximum	281
Range	246
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	22.38826445
Coefficient of variation (CV)	0.1513423285
Kurtosis	0.5512952967
Mean	147.9312805
Median Absolute Deviation (MAD)	15
Skewness	0.5090325192
Sum	2970164.25
Variance	501.234385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140	383	1.9%
148	367	1.8%
142	363	1.8%
141	360	1.8%
144	355	1.7%
138	348	1.7%
147	343	1.7%
136	341	1.7%
137	335	1.6%
146	334	1.6%
Other values (382)	16549	81.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	< 0.1%
69.5	1	< 0.1%
72	1	< 0.1%
74	1	< 0.1%
75	2	< 0.1%
75.5	1	< 0.1%
78.5	1	< 0.1%
81	1	< 0.1%
82	4	< 0.1%
82.25	1	< 0.1%

Value	Count	Frequency (%)
281	1	< 0.1%
274	1	< 0.1%
272.5	1	< 0.1%
272	1	< 0.1%
250	1	< 0.1%
247	1	< 0.1%
246	1	< 0.1%
245	2	< 0.1%
242	1	< 0.1%
241	1	< 0.1%

MAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	638
Distinct (%)	3.1%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	102.2692102

Minimum	22
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	22
5-th percentile	78
Q1	89
median	98.67
Q3	110
95-th percentile	135
Maximum	300
Range	278
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	22.68689705
Coefficient of variation (CV)	0.2218350666
Kurtosis	17.90611098
Mean	102.2692102
Median Absolute Deviation (MAD)	10.66
Skewness	3.143988092
Sum	2079542.12
Variance	514.6952979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94	425	2.1%
96	422	2.1%
93	406	2.0%
89	402	2.0%
98	401	2.0%
88	397	2.0%
91	395	1.9%
92	391	1.9%
95	389	1.9%
97	385	1.9%
Other values (628)	16321	80.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	< 0.1%
49.67	1	< 0.1%
50	1	< 0.1%
52	1	< 0.1%
53	1	< 0.1%
54	2	< 0.1%
54.33	1	< 0.1%
55	1	< 0.1%
56	2	< 0.1%
57.5	1	< 0.1%

Value	Count	Frequency (%)
300	1	< 0.1%
298	3	< 0.1%
297	2	< 0.1%
295	4	< 0.1%
294	3	< 0.1%
293	1	< 0.1%
292	1	< 0.1%
291	2	< 0.1%
290	2	< 0.1%
289	1	< 0.1%

DBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	265
Distinct (%)	2.0%
Missing	7384
Missing (%)	36.3%
Infinite	0
Infinite (%)	0.0%
Mean	78.33315318

Minimum	29
Maximum	298
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	29
5-th percentile	57
Q1	67
median	75
Q3	86
95-th percentile	109
Maximum	298
Range	269
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	18.07409145
Coefficient of variation (CV)	0.2307336129
Kurtosis	12.44502426
Mean	78.33315318
Median Absolute Deviation (MAD)	9
Skewness	2.199041031
Sum	1014571
Variance	326.6727816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	376	1.8%
70	358	1.8%
72	358	1.8%
69	358	1.8%
73	344	1.7%
71	343	1.7%
66	333	1.6%
74	326	1.6%
67	320	1.6%
78	317	1.6%
Other values (255)	9519	46.8%
(Missing)	7384	36.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29	1	< 0.1%
31	1	< 0.1%
32	1	< 0.1%
32.75	1	< 0.1%
34	1	< 0.1%
36	1	< 0.1%
36.5	1	< 0.1%
38	2	< 0.1%
39	1	< 0.1%
40	2	< 0.1%

Value	Count	Frequency (%)
298	1	< 0.1%
287	1	< 0.1%
272	1	< 0.1%
269	1	< 0.1%
268	1	< 0.1%
267	1	< 0.1%
246	1	< 0.1%
232	1	< 0.1%
222	1	< 0.1%
221	1	< 0.1%

Resp
Real number (ℝ_≥0)

Distinct	131
Distinct (%)	0.6%
Missing	28
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	27.01727152

Minimum	9.5
Maximum	69
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	9.5
5-th percentile	19
Q1	23
median	26
Q3	30
95-th percentile	39
Maximum	69
Range	59.5
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.405685686
Coefficient of variation (CV)	0.2370959511
Kurtosis	3.699797033
Mean	27.01727152
Median Absolute Deviation (MAD)	4
Skewness	1.3589424
Sum	548666.75
Variance	41.03280911
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	1604	7.9%
25	1529	7.5%
22	1394	6.9%
26	1388	6.8%
23	1383	6.8%
27	1264	6.2%
28	1249	6.1%
29	971	4.8%
21	960	4.7%
20	906	4.5%
Other values (121)	7660	37.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.5	1	< 0.1%
10	5	< 0.1%
12	7	< 0.1%
13	3	< 0.1%
13.5	3	< 0.1%
13.75	1	< 0.1%
14	41	0.2%
14.25	1	< 0.1%
14.5	8	< 0.1%
15	37	0.2%

Value	Count	Frequency (%)
69	3	< 0.1%
67	7	< 0.1%
66	2	< 0.1%
65.5	1	< 0.1%
65	5	< 0.1%
64	6	< 0.1%
63	4	< 0.1%
62	1	< 0.1%
61	3	< 0.1%
60	11	0.1%

EtCO2
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	20336
Missing (%)	100.0%
Memory size	159.0 KiB

BaseExcess
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	75
Distinct (%)	0.6%
Missing	7684
Missing (%)	37.8%
Infinite	0
Infinite (%)	0.0%
Mean	1.436452735

Minimum	-25
Maximum	100
Zeros	3101
Zeros (%)	15.2%
Negative	2732
Negative (%)	13.4%
Memory size	159.0 KiB

Quantile statistics

Minimum	-25
5-th percentile	-4
Q1	0
median	1
Q3	3
95-th percentile	8
Maximum	100
Range	125
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.132239319
Coefficient of variation (CV)	2.876697032
Kurtosis	31.99474638
Mean	1.436452735
Median Absolute Deviation (MAD)	2
Skewness	1.690405242
Sum	18174
Variance	17.07540179
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3101	15.2%
1	1478	7.3%
2	1232	6.1%
3	1100	5.4%
-1	852	4.2%
4	847	4.2%
-2	598	2.9%
5	566	2.8%
6	436	2.1%
-3	410	2.0%
Other values (65)	2032	10.0%
(Missing)	7684	37.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25	1	< 0.1%
-24	2	< 0.1%
-21	2	< 0.1%
-20	1	< 0.1%
-19	6	< 0.1%
-18.5	1	< 0.1%
-18	1	< 0.1%
-17	4	< 0.1%
-16	8	< 0.1%
-15	7	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
49.5	1	< 0.1%
44	1	< 0.1%
36	1	< 0.1%
28	1	< 0.1%
26	2	< 0.1%
25	2	< 0.1%
24	7	< 0.1%
23	2	< 0.1%
22	4	< 0.1%

HCO3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	58
Distinct (%)	0.3%
Missing	535
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%
Mean	25.60966618

Minimum	5
Maximum	55
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	5
5-th percentile	20
Q1	23
median	25
Q3	28
95-th percentile	32
Maximum	55
Range	50
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.008038702
Coefficient of variation (CV)	0.1565049179
Kurtosis	2.941087155
Mean	25.60966618
Median Absolute Deviation (MAD)	2
Skewness	0.5302548319
Sum	507097
Variance	16.06437424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	2511	12.3%
26	2350	11.6%
24	2200	10.8%
27	2089	10.3%
23	1840	9.0%
28	1569	7.7%
22	1229	6.0%
29	1189	5.8%
30	780	3.8%
21	765	3.8%
Other values (48)	3279	16.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	1	< 0.1%
7	2	< 0.1%
8	4	< 0.1%
9	5	< 0.1%
10	9	< 0.1%
11	9	< 0.1%
12	12	0.1%
13	23	0.1%
14	27	0.1%

Value	Count	Frequency (%)
55	1	< 0.1%
52	1	< 0.1%
50	3	< 0.1%
49	4	< 0.1%
48	2	< 0.1%
47	4	< 0.1%
46	4	< 0.1%
45	9	< 0.1%
44	10	< 0.1%
43	13	0.1%

FiO2
Real number (ℝ_≥0)

MISSING

Distinct	64
Distinct (%)	0.5%
Missing	8349
Missing (%)	41.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.7496262618

Minimum	0
Maximum	10
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4
Q1	0.5
median	0.75
Q3	1
95-th percentile	1
Maximum	10
Range	10
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.2671071528
Coefficient of variation (CV)	0.3563204311
Kurtosis	143.161105
Mean	0.7496262618
Median Absolute Deviation (MAD)	0.25
Skewness	4.350642728
Sum	8985.77
Variance	0.07134623107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5219	25.7%
0.5	2676	13.2%
0.4	1065	5.2%
0.6	820	4.0%
0.7	758	3.7%
0.8	386	1.9%
0.75	315	1.5%
0.35	165	0.8%
0.95	94	0.5%
0.9	73	0.4%
Other values (54)	416	2.0%
(Missing)	8349	41.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.02	2	< 0.1%
0.03	3	< 0.1%
0.04	4	< 0.1%
0.08	1	< 0.1%
0.11	1	< 0.1%
0.2	30	0.1%
0.21	35	0.2%
0.22	1	< 0.1%
0.24	5	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
7	1	< 0.1%
1	5219	25.7%
0.99	9	< 0.1%
0.98	9	< 0.1%
0.97	5	< 0.1%
0.96	4	< 0.1%
0.95	94	0.5%
0.94	2	< 0.1%
0.93	1	< 0.1%

pH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	80
Distinct (%)	0.6%
Missing	7155
Missing (%)	35.2%
Infinite	0
Infinite (%)	0.0%
Mean	7.426962294

Minimum	6.63
Maximum	7.93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	6.63
5-th percentile	7.33
Q1	7.39
median	7.43
Q3	7.47
95-th percentile	7.52
Maximum	7.93
Range	1.3
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.06352993288
Coefficient of variation (CV)	0.008553959259
Kurtosis	7.746723601
Mean	7.426962294
Median Absolute Deviation (MAD)	0.04
Skewness	-0.9298301191
Sum	97894.79
Variance	0.004036052372
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.42	1013	5.0%
7.44	986	4.8%
7.43	957	4.7%
7.45	912	4.5%
7.4	869	4.3%
7.41	869	4.3%
7.46	801	3.9%
7.39	736	3.6%
7.47	671	3.3%
7.48	645	3.2%
Other values (70)	4722	23.2%
(Missing)	7155	35.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.63	1	< 0.1%
6.65	1	< 0.1%
6.87	1	< 0.1%
6.94	1	< 0.1%
6.98	3	< 0.1%
7	2	< 0.1%
7.01	1	< 0.1%
7.02	1	< 0.1%
7.03	2	< 0.1%
7.05	1	< 0.1%

Value	Count	Frequency (%)
7.93	1	< 0.1%
7.8	1	< 0.1%
7.78	1	< 0.1%
7.73	1	< 0.1%
7.72	1	< 0.1%
7.71	1	< 0.1%
7.69	2	< 0.1%
7.68	1	< 0.1%
7.67	1	< 0.1%
7.66	3	< 0.1%

PaCO2
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	131
Distinct (%)	1.0%
Missing	7759
Missing (%)	38.2%
Infinite	0
Infinite (%)	0.0%
Mean	46.35227002

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	10
5-th percentile	33
Q1	40
median	45
Q3	50
95-th percentile	64
Maximum	100
Range	90
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	10.12168536
Coefficient of variation (CV)	0.2183643941
Kurtosis	4.864624124
Mean	46.35227002
Median Absolute Deviation (MAD)	5
Skewness	1.558116938
Sum	582972.5
Variance	102.4485144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46	715	3.5%
44	686	3.4%
42	676	3.3%
43	659	3.2%
47	620	3.0%
45	616	3.0%
40	601	3.0%
41	567	2.8%
48	549	2.7%
49	511	2.5%
Other values (121)	6377	31.4%
(Missing)	7759	38.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
16	2	< 0.1%
19	1	< 0.1%
20	8	< 0.1%
21	5	< 0.1%
22	8	< 0.1%
23	14	0.1%
24	7	< 0.1%
25	19	0.1%
26	28	0.1%

Value	Count	Frequency (%)
100	10	< 0.1%
99	6	< 0.1%
98	4	< 0.1%
97.5	1	< 0.1%
97	10	< 0.1%
96	4	< 0.1%
95.5	1	< 0.1%
95	4	< 0.1%
94.5	1	< 0.1%
94	12	0.1%

SaO2
Real number (ℝ_≥0)

MISSING

Distinct	81
Distinct (%)	1.0%
Missing	12373
Missing (%)	60.8%
Infinite	0
Infinite (%)	0.0%
Mean	95.64866256

Minimum	30
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	30
5-th percentile	77
Q1	97
median	98
Q3	99
95-th percentile	99
Maximum	100
Range	70
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	7.480275942
Coefficient of variation (CV)	0.07820575574
Kurtosis	13.82734097
Mean	95.64866256
Median Absolute Deviation (MAD)	1
Skewness	-3.586364209
Sum	761650.3
Variance	55.95452817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	3130	15.4%
99	1929	9.5%
97	1074	5.3%
96	430	2.1%
95	195	1.0%
100	159	0.8%
94	109	0.5%
93	67	0.3%
92	48	0.2%
71	37	0.2%
Other values (71)	785	3.9%
(Missing)	12373	60.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	2	< 0.1%
34	1	< 0.1%
40	2	< 0.1%
42	1	< 0.1%
43	1	< 0.1%
44	1	< 0.1%
46	1	< 0.1%
49	5	< 0.1%
50	2	< 0.1%
51	1	< 0.1%

Value	Count	Frequency (%)
100	159	0.8%
99.5	2	< 0.1%
99.3	1	< 0.1%
99	1929	9.5%
98.5	30	0.1%
98	3130	15.4%
97.5	19	0.1%
97	1074	5.3%
96.5	4	< 0.1%
96	430	2.1%

AST
Real number (ℝ_≥0)

MISSING

Distinct	853
Distinct (%)	14.5%
Missing	14443
Missing (%)	71.0%
Infinite	0
Infinite (%)	0.0%
Mean	246.5676226

Minimum	3
Maximum	9890
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	3
5-th percentile	14
Q1	24
median	45
Q3	107
95-th percentile	870.8
Maximum	9890
Range	9887
Interquartile range (IQR)	83

Descriptive statistics

Standard deviation	895.2502488
Coefficient of variation (CV)	3.630850796
Kurtosis	59.17982982
Mean	246.5676226
Median Absolute Deviation (MAD)	26
Skewness	7.255823541
Sum	1453023
Variance	801473.0079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	137	0.7%
18	127	0.6%
16	125	0.6%
17	122	0.6%
21	120	0.6%
20	119	0.6%
24	119	0.6%
22	117	0.6%
23	105	0.5%
15	105	0.5%
Other values (843)	4697	23.1%
(Missing)	14443	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	5	< 0.1%
7	5	< 0.1%
8	10	< 0.1%
9	15	0.1%
10	36	0.2%
11	47	0.2%
12	57	0.3%

Value	Count	Frequency (%)
9890	1	< 0.1%
9840	1	< 0.1%
9730	1	< 0.1%
9640	1	< 0.1%
9507	1	< 0.1%
9495	1	< 0.1%
9490	1	< 0.1%
9456	1	< 0.1%
9430	1	< 0.1%
9248	1	< 0.1%

BUN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	169
Distinct (%)	0.8%
Missing	427
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	25.02549098

Minimum	2
Maximum	266
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	2
5-th percentile	8
Q1	13
median	19
Q3	29
95-th percentile	66
Maximum	266
Range	264
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	20.14009704
Coefficient of variation (CV)	0.8047832929
Kurtosis	10.20048738
Mean	25.02549098
Median Absolute Deviation (MAD)	7
Skewness	2.648994795
Sum	498232.5
Variance	405.6235088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	991	4.9%
15	976	4.8%
13	953	4.7%
16	924	4.5%
12	902	4.4%
17	881	4.3%
11	826	4.1%
10	776	3.8%
18	758	3.7%
19	727	3.6%
Other values (159)	11195	55.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	8	< 0.1%
3	37	0.2%
4	81	0.4%
5	132	0.6%
6	242	1.2%
7	358	1.8%
8	483	2.4%
9	616	3.0%
10	776	3.8%
11	826	4.1%

Value	Count	Frequency (%)
266	1	< 0.1%
235	1	< 0.1%
205	1	< 0.1%
201	1	< 0.1%
195	1	< 0.1%
184	3	< 0.1%
174	1	< 0.1%
171	1	< 0.1%
170	2	< 0.1%
169	1	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

MISSING

Distinct	491
Distinct (%)	8.6%
Missing	14633
Missing (%)	72.0%
Infinite	0
Infinite (%)	0.0%
Mean	114.4879888

Minimum	7
Maximum	3833
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	7
5-th percentile	38
Q1	58
median	79
Q3	119
95-th percentile	297
Maximum	3833
Range	3826
Interquartile range (IQR)	61

Descriptive statistics

Standard deviation	140.5028521
Coefficient of variation (CV)	1.227227883
Kurtosis	150.3540625
Mean	114.4879888
Median Absolute Deviation (MAD)	26
Skewness	9.156134551
Sum	652925
Variance	19741.05146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	92	0.5%
60	80	0.4%
59	80	0.4%
67	79	0.4%
49	77	0.4%
73	75	0.4%
72	75	0.4%
58	74	0.4%
69	74	0.4%
61	72	0.4%
Other values (481)	4925	24.2%
(Missing)	14633	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	< 0.1%
12	1	< 0.1%
15	1	< 0.1%
17	1	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
20	2	< 0.1%
21	1	< 0.1%
22	3	< 0.1%
23	4	< 0.1%

Value	Count	Frequency (%)
3833	1	< 0.1%
2528	1	< 0.1%
2440	1	< 0.1%
2190	1	< 0.1%
2121	1	< 0.1%
1799	1	< 0.1%
1669	1	< 0.1%
1546	1	< 0.1%
1501	1	< 0.1%
1437	1	< 0.1%

Calcium
Real number (ℝ_≥0)

MISSING

Distinct	109
Distinct (%)	0.7%
Missing	3789
Missing (%)	18.6%
Infinite	0
Infinite (%)	0.0%
Mean	8.549410769

Minimum	3.9
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	3.9
5-th percentile	7.5
Q1	8.1
median	8.5
Q3	8.9
95-th percentile	9.7
Maximum	22
Range	18.1
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.7765680555
Coefficient of variation (CV)	0.09083293299
Kurtosis	22.34361276
Mean	8.549410769
Median Absolute Deviation (MAD)	0.4
Skewness	2.087220841
Sum	141467.1
Variance	0.6030579448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.5	1107	5.4%
8.6	1054	5.2%
8.4	1032	5.1%
8.3	1018	5.0%
8.2	975	4.8%
8.7	961	4.7%
8.8	922	4.5%
8.1	859	4.2%
8.9	799	3.9%
9	747	3.7%
Other values (99)	7073	34.8%
(Missing)	3789	18.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.9	1	< 0.1%
4.5	1	< 0.1%
4.7	2	< 0.1%
5.3	3	< 0.1%
5.4	1	< 0.1%
5.5	1	< 0.1%
5.6	2	< 0.1%
5.7	1	< 0.1%
5.8	2	< 0.1%
5.9	1	< 0.1%

Value	Count	Frequency (%)
22	1	< 0.1%
21.5	1	< 0.1%
19.6	1	< 0.1%
19.2	1	< 0.1%
17	1	< 0.1%
16.2	1	< 0.1%
15.7	1	< 0.1%
15.6	1	< 0.1%
15.4	2	< 0.1%
15.3	1	< 0.1%

Chloride
Real number (ℝ_≥0)

MISSING

Distinct	65
Distinct (%)	0.3%
Missing	542
Missing (%)	2.7%
Infinite	0
Infinite (%)	0.0%
Mean	107.1987724

Minimum	73
Maximum	145
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	73
5-th percentile	98
Q1	104
median	107
Q3	111
95-th percentile	116
Maximum	145
Range	72
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.611802707
Coefficient of variation (CV)	0.05234950535
Kurtosis	1.798068267
Mean	107.1987724
Median Absolute Deviation (MAD)	3
Skewness	0.07079333277
Sum	2121892.5
Variance	31.49232962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
108	1599	7.9%
107	1569	7.7%
109	1501	7.4%
106	1487	7.3%
110	1390	6.8%
105	1333	6.6%
104	1185	5.8%
111	1162	5.7%
103	994	4.9%
112	967	4.8%
Other values (55)	6607	32.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
73	1	< 0.1%
74	1	< 0.1%
80	2	< 0.1%
81	1	< 0.1%
82	1	< 0.1%
83	4	< 0.1%
84	1	< 0.1%
85	2	< 0.1%
86	5	< 0.1%
87	11	0.1%

Value	Count	Frequency (%)
145	1	< 0.1%
141	1	< 0.1%
140	2	< 0.1%
139	4	< 0.1%
137	6	< 0.1%
135	4	< 0.1%
134	1	< 0.1%
133	1	< 0.1%
132	5	< 0.1%
131	8	< 0.1%

Creatinine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	156
Distinct (%)	0.8%
Missing	461
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.416528302

Minimum	0.1
Maximum	46.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	0.7
median	0.9
Q3	1.3
95-th percentile	4.4
Maximum	46.6
Range	46.5
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	1.60387656
Coefficient of variation (CV)	1.132258747
Kurtosis	55.75782003
Mean	1.416528302
Median Absolute Deviation (MAD)	0.2
Skewness	5.189413788
Sum	28153.5
Variance	2.572420019
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	2498	12.3%
0.7	2343	11.5%
0.9	2179	10.7%
1	1765	8.7%
0.6	1743	8.6%
1.1	1298	6.4%
0.5	995	4.9%
1.2	924	4.5%
1.3	775	3.8%
1.4	557	2.7%
Other values (146)	4798	23.6%
(Missing)	461	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	4	< 0.1%
0.2	20	0.1%
0.3	86	0.4%
0.4	336	1.7%
0.5	995	4.9%
0.55	1	< 0.1%
0.6	1743	8.6%
0.7	2343	11.5%
0.8	2498	12.3%
0.85	1	< 0.1%

Value	Count	Frequency (%)
46.6	1	< 0.1%
29.1	1	< 0.1%
21.4	1	< 0.1%
19.9	1	< 0.1%
18.8	1	< 0.1%
18.5	1	< 0.1%
17.6	1	< 0.1%
17.3	1	< 0.1%
17	1	< 0.1%
16	1	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	112
Distinct (%)	19.1%
Missing	19750
Missing (%)	97.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.905631399

Minimum	0.1
Maximum	37.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.4
median	1.1
Q3	3.3
95-th percentile	11.8
Maximum	37.5
Range	37.4
Interquartile range (IQR)	2.9

Descriptive statistics

Standard deviation	4.739387861
Coefficient of variation (CV)	1.631104297
Kurtosis	15.48354135
Mean	2.905631399
Median Absolute Deviation (MAD)	0.9
Skewness	3.501304236
Sum	1702.7
Variance	22.46179729
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	53	0.3%
0.1	43	0.2%
0.4	40	0.2%
0.3	31	0.2%
0.5	26	0.1%
0.6	26	0.1%
0.7	20	0.1%
0.8	19	0.1%
1.1	19	0.1%
1	18	0.1%
Other values (102)	291	1.4%
(Missing)	19750	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	43	0.2%
0.2	53	0.3%
0.3	31	0.2%
0.4	40	0.2%
0.5	26	0.1%
0.6	26	0.1%
0.7	20	0.1%
0.8	19	0.1%
0.9	9	< 0.1%
1	18	0.1%

Value	Count	Frequency (%)
37.5	1	< 0.1%
35	1	< 0.1%
30	1	< 0.1%
29.1	1	< 0.1%
28	1	< 0.1%
26.4	1	< 0.1%
22.2	1	< 0.1%
21.6	1	< 0.1%
21.2	1	< 0.1%
21	1	< 0.1%

Glucose
Real number (ℝ_≥0)

MISSING

Distinct	676
Distinct (%)	3.4%
Missing	407
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	163.8167745

Minimum	19
Maximum	988
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	19
5-th percentile	93
Q1	123
median	149
Q3	184
95-th percentile	280
Maximum	988
Range	969
Interquartile range (IQR)	61

Descriptive statistics

Standard deviation	70.79349599
Coefficient of variation (CV)	0.4321504692
Kurtosis	21.57353284
Mean	163.8167745
Median Absolute Deviation (MAD)	30
Skewness	3.39599843
Sum	3264704.5
Variance	5011.719074
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
142	207	1.0%
145	195	1.0%
124	195	1.0%
129	195	1.0%
136	194	1.0%
144	194	1.0%
149	193	0.9%
131	193	0.9%
134	193	0.9%
127	191	0.9%
Other values (666)	17979	88.4%
(Missing)	407	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	< 0.1%
31	1	< 0.1%
38	2	< 0.1%
40	1	< 0.1%
41	1	< 0.1%
42	1	< 0.1%
46	1	< 0.1%
47	1	< 0.1%
48	1	< 0.1%
51	2	< 0.1%

Value	Count	Frequency (%)
988	1	< 0.1%
960	1	< 0.1%
952	1	< 0.1%
934	1	< 0.1%
924	1	< 0.1%
914	1	< 0.1%
913	1	< 0.1%
912	1	< 0.1%
907	1	< 0.1%
896	1	< 0.1%

Lactate
Real number (ℝ_≥0)

MISSING

Distinct	248
Distinct (%)	3.2%
Missing	12603
Missing (%)	62.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.607383939

Minimum	0.3
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.8
Q1	1.3
median	1.9
Q3	3
95-th percentile	6.6
Maximum	31
Range	30.7
Interquartile range (IQR)	1.7

Descriptive statistics

Standard deviation	2.392212533
Coefficient of variation (CV)	0.9174761329
Kurtosis	24.48338048
Mean	2.607383939
Median Absolute Deviation (MAD)	0.7
Skewness	4.019000215
Sum	20162.9
Variance	5.722680804
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.3	378	1.9%
1.4	367	1.8%
1.2	357	1.8%
1	350	1.7%
1.6	348	1.7%
1.5	329	1.6%
1.1	302	1.5%
1.7	292	1.4%
1.8	288	1.4%
0.9	270	1.3%
Other values (238)	4452	21.9%
(Missing)	12603	62.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	2	< 0.1%
0.37	1	< 0.1%
0.4	5	< 0.1%
0.5	18	0.1%
0.55	1	< 0.1%
0.6	56	0.3%
0.7	114	0.6%
0.73	1	< 0.1%
0.8	210	1.0%
0.9	270	1.3%

Value	Count	Frequency (%)
31	1	< 0.1%
28.9	1	< 0.1%
28.8	1	< 0.1%
27	1	< 0.1%
25.9	1	< 0.1%
24.6	1	< 0.1%
24.5	1	< 0.1%
24	1	< 0.1%
23.5	1	< 0.1%
23.3	1	< 0.1%

Magnesium
Real number (ℝ_≥0)

MISSING

Distinct	63
Distinct (%)	0.3%
Missing	1388
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.180462318

Minimum	0.8
Maximum	9.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.8
5-th percentile	1.6
Q1	1.9
median	2.1
Q3	2.4
95-th percentile	2.9
Maximum	9.7
Range	8.9
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.4214289648
Coefficient of variation (CV)	0.1932750506
Kurtosis	31.062933
Mean	2.180462318
Median Absolute Deviation (MAD)	0.2
Skewness	2.896517979
Sum	41315.4
Variance	0.1776023724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.1	2458	12.1%
2	2321	11.4%
2.2	2220	10.9%
1.9	1857	9.1%
2.3	1809	8.9%
2.4	1408	6.9%
1.8	1357	6.7%
2.5	1009	5.0%
1.7	895	4.4%
2.6	735	3.6%
Other values (53)	2879	14.2%
(Missing)	1388	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	1	< 0.1%
0.9	2	< 0.1%
1	8	< 0.1%
1.1	12	0.1%
1.2	28	0.1%
1.3	73	0.4%
1.4	122	0.6%
1.5	234	1.2%
1.6	535	2.6%
1.7	895	4.4%

Value	Count	Frequency (%)
9.7	1	< 0.1%
9.6	1	< 0.1%
8.9	2	< 0.1%
8.3	1	< 0.1%
8.2	1	< 0.1%
7.6	1	< 0.1%
7.5	1	< 0.1%
6.5	1	< 0.1%
6.4	1	< 0.1%
6.3	3	< 0.1%

Phosphate
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	138
Distinct (%)	0.8%
Missing	3650
Missing (%)	17.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.925970874

Minimum	0.5
Maximum	18.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.5
5-th percentile	2.3
Q1	3.1
median	3.7
Q3	4.4
95-th percentile	6.4
Maximum	18.8
Range	18.3
Interquartile range (IQR)	1.3

Descriptive statistics

Standard deviation	1.376467273
Coefficient of variation (CV)	0.3506055743
Kurtosis	8.827872226
Mean	3.925970874
Median Absolute Deviation (MAD)	0.7
Skewness	2.076309712
Sum	65508.75
Variance	1.894662153
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.4	731	3.6%
3.6	712	3.5%
3.7	706	3.5%
3.2	702	3.5%
3.5	700	3.4%
3.3	687	3.4%
3.1	652	3.2%
3.8	647	3.2%
3.9	640	3.1%
4.1	572	2.8%
Other values (128)	9937	48.9%
(Missing)	3650	17.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	< 0.1%
0.7	1	< 0.1%
0.8	1	< 0.1%
0.9	2	< 0.1%
1	5	< 0.1%
1.1	6	< 0.1%
1.2	16	0.1%
1.3	15	0.1%
1.4	23	0.1%
1.5	25	0.1%

Value	Count	Frequency (%)
18.8	1	< 0.1%
17.6	1	< 0.1%
16.9	1	< 0.1%
16.5	1	< 0.1%
16.4	1	< 0.1%
15.6	1	< 0.1%
14.5	1	< 0.1%
14.2	1	< 0.1%
14.1	1	< 0.1%
14	1	< 0.1%

Potassium
Real number (ℝ_≥0)

MISSING

Distinct	102
Distinct (%)	0.5%
Missing	433
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.480864191

Minimum	2.2
Maximum	27.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	2.2
5-th percentile	3.6
Q1	4
median	4.4
Q3	4.8
95-th percentile	5.7
Maximum	27.5
Range	25.3
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.719283605
Coefficient of variation (CV)	0.1605234112
Kurtosis	59.32436812
Mean	4.480864191
Median Absolute Deviation (MAD)	0.4
Skewness	3.297248628
Sum	89182.64
Variance	0.5173689044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.2	1529	7.5%
4.3	1525	7.5%
4.4	1424	7.0%
4.1	1417	7.0%
4	1336	6.6%
4.5	1336	6.6%
4.6	1187	5.8%
3.9	1078	5.3%
4.7	1024	5.0%
4.8	872	4.3%
Other values (92)	7175	35.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.2	1	< 0.1%
2.5	1	< 0.1%
2.7	2	< 0.1%
2.8	7	< 0.1%
2.9	3	< 0.1%
3	32	0.2%
3.1	49	0.2%
3.2	80	0.4%
3.3	129	0.6%
3.35	1	< 0.1%

Value	Count	Frequency (%)
27.5	1	< 0.1%
13	1	< 0.1%
10	3	< 0.1%
9.9	3	< 0.1%
9.8	3	< 0.1%
9.7	3	< 0.1%
9.5	2	< 0.1%
9.4	2	< 0.1%
9.3	1	< 0.1%
9.2	4	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	240
Distinct (%)	4.2%
Missing	14566
Missing (%)	71.6%
Infinite	0
Infinite (%)	0.0%
Mean	1.9555026

Minimum	0.1
Maximum	46.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.2
Q1	0.4
median	0.7
Q3	1.5
95-th percentile	7.8
Maximum	46.6
Range	46.5
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	4.244483696
Coefficient of variation (CV)	2.170533395
Kurtosis	39.29864828
Mean	1.9555026
Median Absolute Deviation (MAD)	0.4
Skewness	5.637871326
Sum	11283.25
Variance	18.01564184
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	549	2.7%
0.5	546	2.7%
0.4	538	2.6%
0.6	457	2.2%
0.7	420	2.1%
0.8	348	1.7%
0.2	325	1.6%
0.9	274	1.3%
1	218	1.1%
1.1	182	0.9%
Other values (230)	1913	9.4%
(Missing)	14566	71.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	59	0.3%
0.2	325	1.6%
0.3	549	2.7%
0.4	538	2.6%
0.5	546	2.7%
0.6	457	2.2%
0.7	420	2.1%
0.8	348	1.7%
0.9	274	1.3%
1	218	1.1%

Value	Count	Frequency (%)
46.6	1	< 0.1%
46.5	1	< 0.1%
45.9	1	< 0.1%
44.6	1	< 0.1%
44.3	1	< 0.1%
44.1	1	< 0.1%
43.7	1	< 0.1%
43.2	1	< 0.1%
42.4	1	< 0.1%
40.9	1	< 0.1%

TroponinI
Real number (ℝ_≥0)

MISSING

Distinct	214
Distinct (%)	43.8%
Missing	19847
Missing (%)	97.6%
Infinite	0
Infinite (%)	0.0%
Mean	10.43271984

Minimum	0.3
Maximum	49.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.4
Q1	0.9
median	4.2
Q3	15.4
95-th percentile	41.3
Maximum	49.3
Range	49
Interquartile range (IQR)	14.5

Descriptive statistics

Standard deviation	12.94786966
Coefficient of variation (CV)	1.24108285
Kurtosis	1.077420411
Mean	10.43271984
Median Absolute Deviation (MAD)	3.7
Skewness	1.445003395
Sum	5101.6
Variance	167.6473289
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	22	0.1%
0.3	22	0.1%
0.8	21	0.1%
0.4	21	0.1%
0.6	17	0.1%
0.7	15	0.1%
0.9	11	0.1%
1	11	0.1%
1.1	8	< 0.1%
1.2	8	< 0.1%
Other values (204)	333	1.6%
(Missing)	19847	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	22	0.1%
0.4	21	0.1%
0.5	22	0.1%
0.6	17	0.1%
0.7	15	0.1%
0.8	21	0.1%
0.9	11	0.1%
1	11	0.1%
1.1	8	< 0.1%
1.2	8	< 0.1%

Value	Count	Frequency (%)
49.3	1	< 0.1%
49	1	< 0.1%
48.7	1	< 0.1%
48.5	2	< 0.1%
48	2	< 0.1%
47.1	1	< 0.1%
46.5	1	< 0.1%
46	1	< 0.1%
45.2	1	< 0.1%
45.1	1	< 0.1%

Hct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	407
Distinct (%)	2.0%
Missing	364
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	33.67926747

Minimum	11
Maximum	71.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	11
5-th percentile	26.8
Q1	30.4
median	33.2
Q3	36.5
95-th percentile	42
Maximum	71.7
Range	60.7
Interquartile range (IQR)	6.1

Descriptive statistics

Standard deviation	4.711327099
Coefficient of variation (CV)	0.1398880514
Kurtosis	1.049059462
Mean	33.67926747
Median Absolute Deviation (MAD)	3
Skewness	0.5834176548
Sum	672642.33
Variance	22.19660303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	370	1.8%
34	315	1.5%
35	301	1.5%
33	300	1.5%
31	269	1.3%
36	259	1.3%
30	243	1.2%
37	229	1.1%
38	224	1.1%
29	206	1.0%
Other values (397)	17256	84.9%
(Missing)	364	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	1	< 0.1%
12.5	1	< 0.1%
15.8	1	< 0.1%
16.8	1	< 0.1%
18.4	1	< 0.1%
18.9	1	< 0.1%
19.1	1	< 0.1%
19.5	2	< 0.1%
19.6	1	< 0.1%
19.8	1	< 0.1%

Value	Count	Frequency (%)
71.7	1	< 0.1%
64.6	1	< 0.1%
61.8	1	< 0.1%
61.7	1	< 0.1%
61	1	< 0.1%
60.5	1	< 0.1%
58.8	1	< 0.1%
58	1	< 0.1%
56.4	1	< 0.1%
56.3	2	< 0.1%

Hgb
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	184
Distinct (%)	0.9%
Missing	507
Missing (%)	2.5%
Infinite	0
Infinite (%)	0.0%
Mean	11.34229311

Minimum	3.5
Maximum	32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	3.5
5-th percentile	8.8
Q1	10.2
median	11.2
Q3	12.4
95-th percentile	14.4
Maximum	32
Range	28.5
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	1.700859441
Coefficient of variation (CV)	0.1499572816
Kurtosis	1.527280706
Mean	11.34229311
Median Absolute Deviation (MAD)	1.1
Skewness	0.5419012209
Sum	224906.33
Variance	2.892922838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	522	2.6%
10.7	505	2.5%
11.1	504	2.5%
10.9	496	2.4%
11.3	495	2.4%
10.5	493	2.4%
11.2	484	2.4%
10.6	482	2.4%
10.8	465	2.3%
11.4	462	2.3%
Other values (174)	14921	73.4%
(Missing)	507	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.5	1	< 0.1%
4.4	1	< 0.1%
5.4	1	< 0.1%
5.6	1	< 0.1%
5.7	1	< 0.1%
6	1	< 0.1%
6.2	1	< 0.1%
6.3	2	< 0.1%
6.4	2	< 0.1%
6.5	2	< 0.1%

Value	Count	Frequency (%)
32	1	< 0.1%
22.1	1	< 0.1%
20.3	1	< 0.1%
19.6	1	< 0.1%
19.5	1	< 0.1%
19.4	1	< 0.1%
19.3	1	< 0.1%
18.8	1	< 0.1%
18.7	1	< 0.1%
18.6	1	< 0.1%

PTT
Real number (ℝ_≥0)

MISSING

Distinct	1136
Distinct (%)	7.2%
Missing	4496
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	42.74270896

Minimum	17.1
Maximum	150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	17.1
5-th percentile	23.4
Q1	27.7
median	32.4
Q3	43
95-th percentile	114.905
Maximum	150
Range	132.9
Interquartile range (IQR)	15.3

Descriptive statistics

Standard deviation	28.25780232
Coefficient of variation (CV)	0.6611139772
Kurtosis	6.122138596
Mean	42.74270896
Median Absolute Deviation (MAD)	6
Skewness	2.545713447
Sum	677044.51
Variance	798.5033919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150	511	2.5%
27.7	112	0.6%
27.6	106	0.5%
28.1	105	0.5%
29.3	104	0.5%
28.6	103	0.5%
28.2	101	0.5%
29.2	100	0.5%
28.8	100	0.5%
27	99	0.5%
Other values (1126)	14399	70.8%
(Missing)	4496	22.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.1	1	< 0.1%
17.2	1	< 0.1%
17.3	1	< 0.1%
18.1	1	< 0.1%
18.2	1	< 0.1%
18.4	2	< 0.1%
18.5	3	< 0.1%
18.6	1	< 0.1%
18.7	4	< 0.1%
18.8	3	< 0.1%

Value	Count	Frequency (%)
150	511	2.5%
149.9	1	< 0.1%
149.8	1	< 0.1%
148.9	1	< 0.1%
148.8	2	< 0.1%
148.7	1	< 0.1%
148.3	1	< 0.1%
148.2	1	< 0.1%
148	1	< 0.1%
147.7	1	< 0.1%

WBC
Real number (ℝ_≥0)

MISSING

Distinct	532
Distinct (%)	2.7%
Missing	625
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	13.24228705

Minimum	0.1
Maximum	422.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.1
5-th percentile	5.5
Q1	9
median	12.1
Q3	15.9
95-th percentile	24.2
Maximum	422.9
Range	422.8
Interquartile range (IQR)	6.9

Descriptive statistics

Standard deviation	7.949554985
Coefficient of variation (CV)	0.6003158636
Kurtosis	445.6163799
Mean	13.24228705
Median Absolute Deviation (MAD)	3.4
Skewness	12.18112024
Sum	261018.72
Variance	63.19542446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.6	195	1.0%
11.5	186	0.9%
10.7	186	0.9%
9.5	180	0.9%
9.8	180	0.9%
11.2	176	0.9%
10.2	173	0.9%
10.3	173	0.9%
11.8	172	0.8%
10.4	168	0.8%
Other values (522)	17922	88.1%
(Missing)	625	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	6	< 0.1%
0.2	10	< 0.1%
0.3	6	< 0.1%
0.4	2	< 0.1%
0.5	2	< 0.1%
0.6	3	< 0.1%
0.7	4	< 0.1%
0.8	3	< 0.1%
0.9	1	< 0.1%
1	1	< 0.1%

Value	Count	Frequency (%)
422.9	1	< 0.1%
224.9	1	< 0.1%
222.8	1	< 0.1%
170.3	1	< 0.1%
168.6	1	< 0.1%
137.8	1	< 0.1%
128.7	1	< 0.1%
126.2	1	< 0.1%
125.7	1	< 0.1%
123.1	1	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

MISSING

Distinct	650
Distinct (%)	25.3%
Missing	17769
Missing (%)	87.4%
Infinite	0
Infinite (%)	0.0%
Mean	330.9836774

Minimum	52.5
Maximum	1760
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	52.5
5-th percentile	133.3
Q1	203
median	286
Q3	416
95-th percentile	676
Maximum	1760
Range	1707.5
Interquartile range (IQR)	213

Descriptive statistics

Standard deviation	175.8937644
Coefficient of variation (CV)	0.5314273071
Kurtosis	3.366347057
Mean	330.9836774
Median Absolute Deviation (MAD)	96
Skewness	1.434675366
Sum	849635.1
Variance	30938.61635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
214	17	0.1%
185	15	0.1%
216	15	0.1%
210	14	0.1%
233	14	0.1%
183	13	0.1%
280	13	0.1%
217	12	0.1%
203	12	0.1%
215	12	0.1%
Other values (640)	2430	11.9%
(Missing)	17769	87.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
52.5	1	< 0.1%
58	1	< 0.1%
63	1	< 0.1%
65	1	< 0.1%
76	2	< 0.1%
81	1	< 0.1%
82	1	< 0.1%
85	2	< 0.1%
87	1	< 0.1%
88	1	< 0.1%

Value	Count	Frequency (%)
1760	1	< 0.1%
1383	1	< 0.1%
1246	1	< 0.1%
1161	1	< 0.1%
1076	1	< 0.1%
1030	2	< 0.1%
994	1	< 0.1%
979	1	< 0.1%
976	1	< 0.1%
960	1	< 0.1%

Platelets
Real number (ℝ_≥0)

MISSING

Distinct	753
Distinct (%)	3.8%
Missing	585
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	229.3742595

Minimum	10
Maximum	1783
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	10
5-th percentile	98
Q1	158
median	208
Q3	275
95-th percentile	430.5
Maximum	1783
Range	1773
Interquartile range (IQR)	117

Descriptive statistics

Standard deviation	111.6872719
Coefficient of variation (CV)	0.4869215584
Kurtosis	11.07361937
Mean	229.3742595
Median Absolute Deviation (MAD)	57
Skewness	2.14067279
Sum	4530371
Variance	12474.04671
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
167	113	0.6%
186	113	0.6%
172	112	0.6%
197	112	0.6%
155	110	0.5%
192	109	0.5%
198	108	0.5%
187	108	0.5%
188	108	0.5%
207	107	0.5%
Other values (743)	18651	91.7%
(Missing)	585	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
13	1	< 0.1%
14	2	< 0.1%
16	2	< 0.1%
17	1	< 0.1%
18	3	< 0.1%
19	2	< 0.1%
20	1	< 0.1%
21	2	< 0.1%
22	3	< 0.1%

Value	Count	Frequency (%)
1783	1	< 0.1%
1667	1	< 0.1%
1343	1	< 0.1%
1339	1	< 0.1%
1274	2	< 0.1%
1253	1	< 0.1%
1201	1	< 0.1%
1197	1	< 0.1%
1129	2	< 0.1%
1111	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct	5971
Distinct (%)	29.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.6216129

Minimum	18.11
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	18.11
5-th percentile	30.8475
Q1	52.29
median	64.67
Q3	75.66
95-th percentile	84.95
Maximum	89
Range	70.89
Interquartile range (IQR)	23.37

Descriptive statistics

Standard deviation	16.23615352
Coefficient of variation (CV)	0.2592739594
Kurtosis	-0.2520549698
Mean	62.6216129
Median Absolute Deviation (MAD)	11.61
Skewness	-0.5902903968
Sum	1273473.12
Variance	263.6126812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65.82	13	0.1%
69.68	12	0.1%
61.08	12	0.1%
68.17	12	0.1%
65.47	12	0.1%
71.37	12	0.1%
68.37	11	0.1%
69.58	11	0.1%
78.42	11	0.1%
60.88	11	0.1%
Other values (5961)	20219	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.11	3	< 0.1%
18.13	1	< 0.1%
18.14	2	< 0.1%
18.15	1	< 0.1%
18.18	1	< 0.1%
18.24	1	< 0.1%
18.32	1	< 0.1%
18.34	1	< 0.1%
18.35	2	< 0.1%
18.36	1	< 0.1%

Value	Count	Frequency (%)
89	1	< 0.1%
88.99	1	< 0.1%
88.98	2	< 0.1%
88.97	4	< 0.1%
88.96	1	< 0.1%
88.95	4	< 0.1%
88.94	2	< 0.1%
88.93	1	< 0.1%
88.92	5	< 0.1%
88.9	4	< 0.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	159.0 KiB

1	11834
0	8502

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	20336
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	11834	58.2%
0	8502	41.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	11834	58.2%
0	8502	41.8%

Most occurring characters

Value	Count	Frequency (%)
1	11834	58.2%
0	8502	41.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	11834	58.2%
0	8502	41.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	20336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	11834	58.2%
0	8502	41.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	11834	58.2%
0	8502	41.8%

Unit1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	9522
Missing (%)	46.8%
Memory size	159.0 KiB

0.0	5470
1.0	5344

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	32442
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	5470	26.9%
1.0	5344	26.3%
(Missing)	9522	46.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	5470	50.6%
1.0	5344	49.4%

Most occurring characters

Value	Count	Frequency (%)
0	16284	50.2%
.	10814	33.3%
1	5344	16.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21628	66.7%
Other Punctuation	10814	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	16284	75.3%
1	5344	24.7%

Other Punctuation

Value	Count	Frequency (%)
.	10814	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	32442	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	16284	50.2%
.	10814	33.3%
1	5344	16.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32442	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	16284	50.2%
.	10814	33.3%
1	5344	16.5%

Unit2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	9522
Missing (%)	46.8%
Memory size	159.0 KiB

1.0	5470
0.0	5344

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	32442
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	5470	26.9%
0.0	5344	26.3%
(Missing)	9522	46.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	5470	50.6%
0.0	5344	49.4%

Most occurring characters

Value	Count	Frequency (%)
0	16158	49.8%
.	10814	33.3%
1	5470	16.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21628	66.7%
Other Punctuation	10814	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	16158	74.7%
1	5470	25.3%

Other Punctuation

Value	Count	Frequency (%)
.	10814	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	32442	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	16158	49.8%
.	10814	33.3%
1	5470	16.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32442	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	16158	49.8%
.	10814	33.3%
1	5470	16.9%

HospAdmTime
Real number (ℝ)

Distinct	7152
Distinct (%)	35.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-48.67841062

Minimum	-3710.66
Maximum	23.99
Zeros	168
Zeros (%)	0.8%
Negative	19912
Negative (%)	97.9%
Memory size	159.0 KiB

Quantile statistics

Minimum	-3710.66
5-th percentile	-236.12
Q1	-34.135
median	-2.77
Q3	-0.02
95-th percentile	-0.01
Maximum	23.99
Range	3734.65
Interquartile range (IQR)	34.115

Descriptive statistics

Standard deviation	143.6833182
Coefficient of variation (CV)	-2.951684666
Kurtosis	123.0885825
Mean	-48.67841062
Median Absolute Deviation (MAD)	2.75
Skewness	-8.542504055
Sum	-989875.48
Variance	20644.89593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02	3749	18.4%
-0.03	2290	11.3%
-0.01	1114	5.5%
-0.04	658	3.2%
-0.05	314	1.5%
0	168	0.8%
-0.06	136	0.7%
-0.07	82	0.4%
-0.08	40	0.2%
-0.09	32	0.2%
Other values (7142)	11752	57.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3710.66	1	< 0.1%
-3322.9	1	< 0.1%
-3269.1	1	< 0.1%
-3212.56	1	< 0.1%
-3141.55	1	< 0.1%
-2668.77	1	< 0.1%
-2562.53	1	< 0.1%
-2506.69	1	< 0.1%
-2476.58	1	< 0.1%
-2379.76	1	< 0.1%

Value	Count	Frequency (%)
23.99	1	< 0.1%
22.04	1	< 0.1%
20.04	1	< 0.1%
17.34	1	< 0.1%
16.02	1	< 0.1%
14.65	1	< 0.1%
14.21	1	< 0.1%
14	1	< 0.1%
11.94	1	< 0.1%
10.99	1	< 0.1%

ICULOS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	231
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.77419355

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	8
5-th percentile	16
Q1	26
median	40
Q3	48
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	22.5524824
Coefficient of variation (CV)	0.5670129396
Kurtosis	42.39177693
Mean	39.77419355
Median Absolute Deviation (MAD)	11
Skewness	4.846038135
Sum	808848
Variance	508.6144626
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	693	3.4%
41	655	3.2%
38	651	3.2%
39	637	3.1%
42	629	3.1%
43	628	3.1%
40	621	3.1%
37	614	3.0%
46	604	3.0%
44	583	2.9%
Other values (221)	14021	68.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	88	0.4%
9	101	0.5%
10	86	0.4%
11	96	0.5%
12	96	0.5%
13	123	0.6%
14	155	0.8%
15	187	0.9%
16	222	1.1%
17	282	1.4%

Value	Count	Frequency (%)
336	9	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
306	1	< 0.1%
305	1	< 0.1%
303	1	< 0.1%
297	1	< 0.1%
286	1	< 0.1%
283	1	< 0.1%
279	1	< 0.1%

SepsisLabel
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	159.0 KiB

0	18546
1	1790

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	20336
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	18546	91.2%
1	1790	8.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	18546	91.2%
1	1790	8.8%

Most occurring characters

Value	Count	Frequency (%)
0	18546	91.2%
1	1790	8.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18546	91.2%
1	1790	8.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	20336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18546	91.2%
1	1790	8.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18546	91.2%
1	1790	8.8%

Sepsis
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	159.0 KiB

0	18546
1	1790

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	20336
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	18546	91.2%
1	1790	8.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	18546	91.2%
1	1790	8.8%

Most occurring characters

Value	Count	Frequency (%)
0	18546	91.2%
1	1790	8.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18546	91.2%
1	1790	8.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	20336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18546	91.2%
1	1790	8.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18546	91.2%
1	1790	8.8%

Hours
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	228
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.85793666

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	8
5-th percentile	15
Q1	25
median	39
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	22.30865867
Coefficient of variation (CV)	0.5741081639
Kurtosis	40.49091179
Mean	38.85793666
Median Absolute Deviation (MAD)	11
Skewness	4.703211094
Sum	790215
Variance	497.6762517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	700	3.4%
39	665	3.3%
38	656	3.2%
40	634	3.1%
41	632	3.1%
37	632	3.1%
43	600	3.0%
42	597	2.9%
44	580	2.9%
46	560	2.8%
Other values (218)	14080	69.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	124	0.6%
9	122	0.6%
10	95	0.5%
11	114	0.6%
12	121	0.6%
13	145	0.7%
14	194	1.0%
15	231	1.1%
16	274	1.3%
17	348	1.7%

Value	Count	Frequency (%)
336	5	< 0.1%
335	1	< 0.1%
334	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
305	2	< 0.1%
297	1	< 0.1%
286	1	< 0.1%
279	1	< 0.1%
277	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
0	1	117.0	100.0	37.44	181.0	141.33	NaN	32.0	NaN	24.0	48.0	0.3	7.40	100.0	91.0	16.0	22.0	98.0	9.6	85.0	0.7	NaN	193.0	NaN	2.2	3.7	4.6	0.3	NaN	37.2	12.5	NaN	14.7	NaN	338.0	83.14	0	NaN	NaN	-0.03	54	0	0	54
1	2	94.0	100.0	36.44	194.0	116.00	66.0	27.0	NaN	NaN	22.0	NaN	NaN	NaN	NaN	NaN	100.0	NaN	7.9	113.0	2.5	NaN	78.0	NaN	2.5	4.4	5.1	NaN	NaN	27.8	9.7	NaN	11.0	NaN	158.0	75.91	0	0.0	1.0	-98.60	23	0	0	23
2	3	93.0	99.0	38.61	159.0	99.00	69.0	40.0	NaN	8.0	32.0	0.8	7.51	41.0	NaN	NaN	31.0	NaN	11.1	100.0	0.9	NaN	130.0	NaN	2.5	2.9	4.1	NaN	NaN	32.1	11.0	30.5	10.0	NaN	488.0	45.82	0	1.0	0.0	-1195.71	48	0	0	48
3	4	113.0	100.0	36.78	132.5	84.00	61.5	26.0	NaN	0.0	22.0	NaN	7.41	45.0	98.0	NaN	19.0	NaN	8.2	108.0	0.8	NaN	253.0	NaN	2.4	3.8	5.0	NaN	NaN	27.6	8.3	22.3	7.6	NaN	220.0	65.71	0	0.0	1.0	-8.77	29	0	0	29
4	5	88.0	99.0	37.33	150.0	103.00	NaN	21.0	NaN	NaN	28.0	NaN	NaN	NaN	NaN	30.0	9.0	80.0	8.5	106.0	0.7	NaN	138.0	NaN	2.5	3.0	4.0	0.6	NaN	45.7	15.5	29.0	8.1	NaN	288.0	28.09	1	1.0	0.0	-0.05	49	0	0	48
5	6	111.0	100.0	36.72	150.0	100.00	NaN	43.0	NaN	0.0	29.0	0.4	7.34	47.0	NaN	NaN	9.0	NaN	NaN	111.0	0.7	NaN	293.0	1.4	NaN	NaN	3.8	NaN	NaN	36.9	12.2	NaN	12.0	NaN	298.0	52.01	1	1.0	0.0	-0.03	19	0	0	17
6	7	155.5	100.0	38.39	147.5	102.00	82.0	33.0	NaN	-6.0	20.0	1.0	7.40	36.0	NaN	452.0	71.0	88.0	8.0	123.0	3.9	NaN	263.0	2.2	1.9	3.8	4.6	1.4	NaN	46.0	16.4	27.1	9.7	NaN	66.0	64.24	1	1.0	0.0	-0.05	45	0	0	45
7	8	88.0	100.0	36.89	136.0	81.00	56.0	22.0	NaN	-6.0	17.0	NaN	7.37	37.0	NaN	NaN	31.0	NaN	8.2	110.0	1.3	NaN	129.0	2.1	2.5	3.8	5.7	NaN	NaN	32.9	11.4	NaN	11.4	NaN	357.0	87.08	1	NaN	NaN	-2.23	40	0	0	40
8	9	143.0	100.0	39.33	158.0	117.00	120.0	55.5	NaN	9.0	35.0	1.0	7.51	80.5	99.0	NaN	25.0	NaN	8.7	113.0	1.3	NaN	143.0	3.8	2.4	5.4	4.5	NaN	NaN	39.5	14.6	46.4	14.9	804.0	759.0	27.92	1	NaN	NaN	-0.03	258	1	1	258
9	10	84.0	100.0	37.70	137.0	85.00	65.0	23.0	NaN	0.0	25.0	1.0	7.42	43.0	99.0	NaN	18.0	NaN	NaN	109.0	1.1	NaN	116.0	1.1	2.1	NaN	3.9	NaN	NaN	32.8	10.9	29.9	9.9	NaN	115.0	76.71	0	0.0	1.0	-2.36	25	0	0	23

Last rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
20326	20634	94.0	100.0	38.50	128.5	87.0	69.0	23.0	NaN	3.0	27.0	0.7	7.45	52.0	97.0	NaN	15.0	NaN	NaN	111.0	0.7	NaN	148.0	NaN	2.2	NaN	4.7	NaN	NaN	32.0	10.5	33.6	8.3	NaN	226.0	57.26	1	0.0	1.0	-2.90	22	0	0	20
20327	20635	86.0	100.0	37.72	155.0	117.0	79.0	22.0	NaN	0.0	24.0	NaN	7.41	37.0	NaN	NaN	12.0	NaN	7.8	110.0	0.8	NaN	118.0	1.0	1.8	2.2	3.7	NaN	NaN	28.7	10.1	45.4	9.0	NaN	301.0	56.75	1	NaN	NaN	-0.01	43	0	0	42
20328	20636	74.0	100.0	36.89	125.0	83.0	63.0	22.0	NaN	0.0	24.0	1.0	7.39	42.0	94.0	1033.0	40.0	204.0	NaN	109.0	1.5	NaN	105.0	NaN	2.3	NaN	4.5	1.8	NaN	30.2	9.7	38.3	6.4	NaN	248.0	82.36	0	0.0	1.0	0.32	47	0	0	43
20329	20637	121.0	100.0	37.72	196.0	148.0	100.0	32.0	NaN	-5.0	20.0	1.0	7.32	46.0	NaN	NaN	76.0	NaN	9.2	102.0	4.3	NaN	529.0	1.0	2.2	6.0	5.7	NaN	NaN	32.5	10.4	36.2	28.2	NaN	369.0	60.66	1	1.0	0.0	-0.02	143	1	1	142
20330	20638	94.0	100.0	37.11	168.0	141.0	137.0	32.0	NaN	NaN	30.0	NaN	NaN	NaN	NaN	NaN	18.0	NaN	9.1	109.0	1.3	NaN	98.0	NaN	2.1	3.5	3.9	NaN	NaN	37.9	13.4	24.8	7.6	NaN	176.0	68.38	1	NaN	NaN	-0.02	42	0	0	41
20331	20639	120.0	100.0	36.94	117.0	88.0	NaN	27.0	NaN	NaN	19.0	NaN	NaN	NaN	NaN	80.0	32.0	154.0	8.2	105.0	0.8	NaN	89.0	NaN	1.6	4.0	4.1	3.1	NaN	31.1	9.7	33.4	18.1	263.0	40.0	59.14	1	1.0	0.0	-0.02	26	0	0	26
20332	20640	96.0	100.0	37.55	149.0	89.0	67.0	21.0	NaN	-1.0	20.0	1.0	7.43	44.0	98.0	NaN	15.0	NaN	7.7	106.0	0.7	NaN	272.0	NaN	3.5	NaN	5.1	NaN	NaN	36.7	12.7	35.4	14.3	NaN	162.0	74.53	0	0.0	1.0	-59.09	27	0	0	25
20333	20641	101.5	99.0	37.39	169.0	97.5	76.5	21.0	NaN	NaN	31.0	NaN	NaN	NaN	NaN	NaN	18.0	NaN	9.0	102.0	0.8	NaN	121.0	NaN	2.3	3.8	3.6	NaN	NaN	32.9	11.1	23.0	10.2	NaN	314.0	33.01	1	NaN	NaN	-0.01	26	0	0	21
20334	20642	130.0	100.0	37.06	139.0	97.0	68.0	22.0	NaN	0.0	29.0	0.5	7.45	34.0	99.0	NaN	12.0	NaN	8.9	107.0	0.4	NaN	119.0	NaN	2.0	4.5	4.7	NaN	NaN	32.4	11.1	27.4	8.0	NaN	267.0	69.80	0	NaN	NaN	-10.58	42	0	0	42
20335	20643	140.0	100.0	38.78	205.0	135.0	105.0	17.0	NaN	3.0	26.0	0.8	7.48	67.0	98.0	117.0	26.0	150.0	8.3	105.0	2.5	NaN	205.0	1.6	2.5	4.8	3.9	0.9	NaN	36.0	12.5	33.4	16.1	NaN	367.0	62.29	1	NaN	NaN	-0.03	35	1	1	33

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Missing values

Sample

First rows

Last rows